{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('log.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth</th>\n",
       "      <th>RxoRt</th>\n",
       "      <th>RLL3</th>\n",
       "      <th>SP</th>\n",
       "      <th>RILD</th>\n",
       "      <th>MN</th>\n",
       "      <th>MI</th>\n",
       "      <th>MCAL</th>\n",
       "      <th>DCAL</th>\n",
       "      <th>RHOB</th>\n",
       "      <th>RHOC</th>\n",
       "      <th>DPOR</th>\n",
       "      <th>CNLS</th>\n",
       "      <th>GR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>195.0</td>\n",
       "      <td>226.0848</td>\n",
       "      <td>0.4076</td>\n",
       "      <td>69.8953</td>\n",
       "      <td>132.5052</td>\n",
       "      <td>-0.3548</td>\n",
       "      <td>0.1863</td>\n",
       "      <td>5.1090</td>\n",
       "      <td>1.8878</td>\n",
       "      <td>1.6973</td>\n",
       "      <td>-0.6303</td>\n",
       "      <td>59.2216</td>\n",
       "      <td>30.0657</td>\n",
       "      <td>60.4576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>195.5</td>\n",
       "      <td>223.5031</td>\n",
       "      <td>0.4063</td>\n",
       "      <td>69.2303</td>\n",
       "      <td>123.6225</td>\n",
       "      <td>-0.3619</td>\n",
       "      <td>0.1867</td>\n",
       "      <td>5.1031</td>\n",
       "      <td>1.8882</td>\n",
       "      <td>1.6791</td>\n",
       "      <td>-0.6409</td>\n",
       "      <td>60.2877</td>\n",
       "      <td>26.7625</td>\n",
       "      <td>54.1495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>196.0</td>\n",
       "      <td>221.4560</td>\n",
       "      <td>0.4047</td>\n",
       "      <td>68.4478</td>\n",
       "      <td>116.9258</td>\n",
       "      <td>-0.3668</td>\n",
       "      <td>0.1860</td>\n",
       "      <td>5.0872</td>\n",
       "      <td>1.8878</td>\n",
       "      <td>1.6585</td>\n",
       "      <td>-0.6539</td>\n",
       "      <td>61.4914</td>\n",
       "      <td>27.6017</td>\n",
       "      <td>51.9944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>196.5</td>\n",
       "      <td>219.8248</td>\n",
       "      <td>0.4033</td>\n",
       "      <td>67.4843</td>\n",
       "      <td>111.7925</td>\n",
       "      <td>-0.3613</td>\n",
       "      <td>0.1867</td>\n",
       "      <td>5.0881</td>\n",
       "      <td>1.8884</td>\n",
       "      <td>1.6435</td>\n",
       "      <td>-0.6649</td>\n",
       "      <td>62.3711</td>\n",
       "      <td>31.5870</td>\n",
       "      <td>52.9645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>197.0</td>\n",
       "      <td>218.1438</td>\n",
       "      <td>0.4023</td>\n",
       "      <td>66.3013</td>\n",
       "      <td>106.7821</td>\n",
       "      <td>-0.3569</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>5.0972</td>\n",
       "      <td>1.8883</td>\n",
       "      <td>1.6390</td>\n",
       "      <td>-0.6705</td>\n",
       "      <td>62.6343</td>\n",
       "      <td>35.8251</td>\n",
       "      <td>54.9659</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Depth     RxoRt    RLL3       SP      RILD      MN      MI    MCAL    DCAL  \\\n",
       "0  195.0  226.0848  0.4076  69.8953  132.5052 -0.3548  0.1863  5.1090  1.8878   \n",
       "1  195.5  223.5031  0.4063  69.2303  123.6225 -0.3619  0.1867  5.1031  1.8882   \n",
       "2  196.0  221.4560  0.4047  68.4478  116.9258 -0.3668  0.1860  5.0872  1.8878   \n",
       "3  196.5  219.8248  0.4033  67.4843  111.7925 -0.3613  0.1867  5.0881  1.8884   \n",
       "4  197.0  218.1438  0.4023  66.3013  106.7821 -0.3569  0.1870  5.0972  1.8883   \n",
       "\n",
       "     RHOB    RHOC     DPOR     CNLS       GR  \n",
       "0  1.6973 -0.6303  59.2216  30.0657  60.4576  \n",
       "1  1.6791 -0.6409  60.2877  26.7625  54.1495  \n",
       "2  1.6585 -0.6539  61.4914  27.6017  51.9944  \n",
       "3  1.6435 -0.6649  62.3711  31.5870  52.9645  \n",
       "4  1.6390 -0.6705  62.6343  35.8251  54.9659  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x26876a26ac0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#To check for null - The Dataset has no null values.\n",
    "sns.heatmap(df.isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth</th>\n",
       "      <th>RxoRt</th>\n",
       "      <th>RLL3</th>\n",
       "      <th>SP</th>\n",
       "      <th>RILD</th>\n",
       "      <th>MN</th>\n",
       "      <th>MI</th>\n",
       "      <th>MCAL</th>\n",
       "      <th>DCAL</th>\n",
       "      <th>RHOB</th>\n",
       "      <th>RHOC</th>\n",
       "      <th>DPOR</th>\n",
       "      <th>CNLS</th>\n",
       "      <th>GR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>195.0</td>\n",
       "      <td>226.0848</td>\n",
       "      <td>0.4076</td>\n",
       "      <td>69.8953</td>\n",
       "      <td>132.5052</td>\n",
       "      <td>-0.3548</td>\n",
       "      <td>0.1863</td>\n",
       "      <td>5.1090</td>\n",
       "      <td>1.8878</td>\n",
       "      <td>1.6973</td>\n",
       "      <td>-0.6303</td>\n",
       "      <td>59.2216</td>\n",
       "      <td>30.0657</td>\n",
       "      <td>60.4576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>195.5</td>\n",
       "      <td>223.5031</td>\n",
       "      <td>0.4063</td>\n",
       "      <td>69.2303</td>\n",
       "      <td>123.6225</td>\n",
       "      <td>-0.3619</td>\n",
       "      <td>0.1867</td>\n",
       "      <td>5.1031</td>\n",
       "      <td>1.8882</td>\n",
       "      <td>1.6791</td>\n",
       "      <td>-0.6409</td>\n",
       "      <td>60.2877</td>\n",
       "      <td>26.7625</td>\n",
       "      <td>54.1495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>196.0</td>\n",
       "      <td>221.4560</td>\n",
       "      <td>0.4047</td>\n",
       "      <td>68.4478</td>\n",
       "      <td>116.9258</td>\n",
       "      <td>-0.3668</td>\n",
       "      <td>0.1860</td>\n",
       "      <td>5.0872</td>\n",
       "      <td>1.8878</td>\n",
       "      <td>1.6585</td>\n",
       "      <td>-0.6539</td>\n",
       "      <td>61.4914</td>\n",
       "      <td>27.6017</td>\n",
       "      <td>51.9944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>196.5</td>\n",
       "      <td>219.8248</td>\n",
       "      <td>0.4033</td>\n",
       "      <td>67.4843</td>\n",
       "      <td>111.7925</td>\n",
       "      <td>-0.3613</td>\n",
       "      <td>0.1867</td>\n",
       "      <td>5.0881</td>\n",
       "      <td>1.8884</td>\n",
       "      <td>1.6435</td>\n",
       "      <td>-0.6649</td>\n",
       "      <td>62.3711</td>\n",
       "      <td>31.5870</td>\n",
       "      <td>52.9645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>197.0</td>\n",
       "      <td>218.1438</td>\n",
       "      <td>0.4023</td>\n",
       "      <td>66.3013</td>\n",
       "      <td>106.7821</td>\n",
       "      <td>-0.3569</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>5.0972</td>\n",
       "      <td>1.8883</td>\n",
       "      <td>1.6390</td>\n",
       "      <td>-0.6705</td>\n",
       "      <td>62.6343</td>\n",
       "      <td>35.8251</td>\n",
       "      <td>54.9659</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Depth     RxoRt    RLL3       SP      RILD      MN      MI    MCAL    DCAL  \\\n",
       "0  195.0  226.0848  0.4076  69.8953  132.5052 -0.3548  0.1863  5.1090  1.8878   \n",
       "1  195.5  223.5031  0.4063  69.2303  123.6225 -0.3619  0.1867  5.1031  1.8882   \n",
       "2  196.0  221.4560  0.4047  68.4478  116.9258 -0.3668  0.1860  5.0872  1.8878   \n",
       "3  196.5  219.8248  0.4033  67.4843  111.7925 -0.3613  0.1867  5.0881  1.8884   \n",
       "4  197.0  218.1438  0.4023  66.3013  106.7821 -0.3569  0.1870  5.0972  1.8883   \n",
       "\n",
       "     RHOB    RHOC     DPOR     CNLS       GR  \n",
       "0  1.6973 -0.6303  59.2216  30.0657  60.4576  \n",
       "1  1.6791 -0.6409  60.2877  26.7625  54.1495  \n",
       "2  1.6585 -0.6539  61.4914  27.6017  51.9944  \n",
       "3  1.6435 -0.6649  62.3711  31.5870  52.9645  \n",
       "4  1.6390 -0.6705  62.6343  35.8251  54.9659  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth</th>\n",
       "      <th>RxoRt</th>\n",
       "      <th>RLL3</th>\n",
       "      <th>SP</th>\n",
       "      <th>RILD</th>\n",
       "      <th>MN</th>\n",
       "      <th>MI</th>\n",
       "      <th>MCAL</th>\n",
       "      <th>DCAL</th>\n",
       "      <th>RHOB</th>\n",
       "      <th>RHOC</th>\n",
       "      <th>DPOR</th>\n",
       "      <th>CNLS</th>\n",
       "      <th>GR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.00000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.0000</td>\n",
       "      <td>8739.000000</td>\n",
       "      <td>8739.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2535.727372</td>\n",
       "      <td>-18.493591</td>\n",
       "      <td>37.948919</td>\n",
       "      <td>-94.299762</td>\n",
       "      <td>34.511874</td>\n",
       "      <td>11.714442</td>\n",
       "      <td>12.180632</td>\n",
       "      <td>5.906369</td>\n",
       "      <td>3.669944</td>\n",
       "      <td>2.03364</td>\n",
       "      <td>0.126320</td>\n",
       "      <td>39.5532</td>\n",
       "      <td>20.129247</td>\n",
       "      <td>76.948923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1358.246302</td>\n",
       "      <td>31.420924</td>\n",
       "      <td>81.734581</td>\n",
       "      <td>39.652558</td>\n",
       "      <td>251.238360</td>\n",
       "      <td>27.537012</td>\n",
       "      <td>28.874862</td>\n",
       "      <td>1.305561</td>\n",
       "      <td>2.748873</td>\n",
       "      <td>0.41571</td>\n",
       "      <td>0.103907</td>\n",
       "      <td>24.3105</td>\n",
       "      <td>11.427909</td>\n",
       "      <td>33.859411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>195.000000</td>\n",
       "      <td>-150.821900</td>\n",
       "      <td>0.389900</td>\n",
       "      <td>-201.623000</td>\n",
       "      <td>0.210400</td>\n",
       "      <td>-0.527400</td>\n",
       "      <td>-0.673500</td>\n",
       "      <td>5.047400</td>\n",
       "      <td>1.885300</td>\n",
       "      <td>1.19050</td>\n",
       "      <td>-0.670500</td>\n",
       "      <td>-1.8873</td>\n",
       "      <td>-0.513900</td>\n",
       "      <td>0.005800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1292.250000</td>\n",
       "      <td>-31.993950</td>\n",
       "      <td>6.430800</td>\n",
       "      <td>-131.421100</td>\n",
       "      <td>4.356500</td>\n",
       "      <td>0.306700</td>\n",
       "      <td>0.097650</td>\n",
       "      <td>5.089800</td>\n",
       "      <td>1.919350</td>\n",
       "      <td>1.68905</td>\n",
       "      <td>0.049600</td>\n",
       "      <td>14.8416</td>\n",
       "      <td>8.888250</td>\n",
       "      <td>52.336950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2623.500000</td>\n",
       "      <td>-16.509300</td>\n",
       "      <td>12.138400</td>\n",
       "      <td>-95.587500</td>\n",
       "      <td>7.822900</td>\n",
       "      <td>0.970300</td>\n",
       "      <td>0.361700</td>\n",
       "      <td>5.098500</td>\n",
       "      <td>1.977500</td>\n",
       "      <td>2.00030</td>\n",
       "      <td>0.109800</td>\n",
       "      <td>41.5051</td>\n",
       "      <td>21.053800</td>\n",
       "      <td>77.034000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3715.750000</td>\n",
       "      <td>-5.941450</td>\n",
       "      <td>25.696300</td>\n",
       "      <td>-58.054000</td>\n",
       "      <td>19.486800</td>\n",
       "      <td>7.978100</td>\n",
       "      <td>7.307150</td>\n",
       "      <td>7.764550</td>\n",
       "      <td>7.850000</td>\n",
       "      <td>2.45620</td>\n",
       "      <td>0.210100</td>\n",
       "      <td>59.7036</td>\n",
       "      <td>29.544100</td>\n",
       "      <td>96.306700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4808.000000</td>\n",
       "      <td>247.583200</td>\n",
       "      <td>880.859400</td>\n",
       "      <td>69.895300</td>\n",
       "      <td>11510.641600</td>\n",
       "      <td>252.124200</td>\n",
       "      <td>234.871500</td>\n",
       "      <td>10.308600</td>\n",
       "      <td>12.334900</td>\n",
       "      <td>2.74230</td>\n",
       "      <td>0.357500</td>\n",
       "      <td>88.8601</td>\n",
       "      <td>47.581000</td>\n",
       "      <td>404.288100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Depth        RxoRt         RLL3           SP          RILD  \\\n",
       "count  8739.000000  8739.000000  8739.000000  8739.000000   8739.000000   \n",
       "mean   2535.727372   -18.493591    37.948919   -94.299762     34.511874   \n",
       "std    1358.246302    31.420924    81.734581    39.652558    251.238360   \n",
       "min     195.000000  -150.821900     0.389900  -201.623000      0.210400   \n",
       "25%    1292.250000   -31.993950     6.430800  -131.421100      4.356500   \n",
       "50%    2623.500000   -16.509300    12.138400   -95.587500      7.822900   \n",
       "75%    3715.750000    -5.941450    25.696300   -58.054000     19.486800   \n",
       "max    4808.000000   247.583200   880.859400    69.895300  11510.641600   \n",
       "\n",
       "                MN           MI         MCAL         DCAL        RHOB  \\\n",
       "count  8739.000000  8739.000000  8739.000000  8739.000000  8739.00000   \n",
       "mean     11.714442    12.180632     5.906369     3.669944     2.03364   \n",
       "std      27.537012    28.874862     1.305561     2.748873     0.41571   \n",
       "min      -0.527400    -0.673500     5.047400     1.885300     1.19050   \n",
       "25%       0.306700     0.097650     5.089800     1.919350     1.68905   \n",
       "50%       0.970300     0.361700     5.098500     1.977500     2.00030   \n",
       "75%       7.978100     7.307150     7.764550     7.850000     2.45620   \n",
       "max     252.124200   234.871500    10.308600    12.334900     2.74230   \n",
       "\n",
       "              RHOC       DPOR         CNLS           GR  \n",
       "count  8739.000000  8739.0000  8739.000000  8739.000000  \n",
       "mean      0.126320    39.5532    20.129247    76.948923  \n",
       "std       0.103907    24.3105    11.427909    33.859411  \n",
       "min      -0.670500    -1.8873    -0.513900     0.005800  \n",
       "25%       0.049600    14.8416     8.888250    52.336950  \n",
       "50%       0.109800    41.5051    21.053800    77.034000  \n",
       "75%       0.210100    59.7036    29.544100    96.306700  \n",
       "max       0.357500    88.8601    47.581000   404.288100  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df['RILD'] >=2000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x268762d63a0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.regplot(df['RHOB'],df['GR'])\n",
    "sns.regplot(df['RxoRt'],df['SP'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x2687968cac0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.figure(figsize=(4,8))\n",
    "\n",
    "\n",
    "plt.plot(df['SP'],df['Depth'])\n",
    "\n",
    "plt.ylim(5000,0)\n",
    "plt.grid()\n",
    "\n",
    "plt.axvline(x=-100,color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.figure(figsize=(4,8))\n",
    "\n",
    "\n",
    "plt.plot(np.log10(df['RILD']),df['Depth'],label='Deep Resistivity')\n",
    "plt.plot(np.log10(df['RLL3']),df['Depth'],label='Shallow Resistivity')\n",
    "\n",
    "plt.legend(loc ='upper right')\n",
    "\n",
    "plt.axhspan(1500,2500,alpha=0.2,color='gold')\n",
    "\n",
    "plt.ylim(5000,0)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth</th>\n",
       "      <th>RxoRt</th>\n",
       "      <th>RLL3</th>\n",
       "      <th>SP</th>\n",
       "      <th>RILD</th>\n",
       "      <th>MN</th>\n",
       "      <th>MI</th>\n",
       "      <th>MCAL</th>\n",
       "      <th>DCAL</th>\n",
       "      <th>RHOB</th>\n",
       "      <th>RHOC</th>\n",
       "      <th>DPOR</th>\n",
       "      <th>CNLS</th>\n",
       "      <th>GR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>195.0</td>\n",
       "      <td>226.0848</td>\n",
       "      <td>0.4076</td>\n",
       "      <td>69.8953</td>\n",
       "      <td>132.5052</td>\n",
       "      <td>-0.3548</td>\n",
       "      <td>0.1863</td>\n",
       "      <td>5.1090</td>\n",
       "      <td>1.8878</td>\n",
       "      <td>1.6973</td>\n",
       "      <td>-0.6303</td>\n",
       "      <td>59.2216</td>\n",
       "      <td>30.0657</td>\n",
       "      <td>60.4576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>195.5</td>\n",
       "      <td>223.5031</td>\n",
       "      <td>0.4063</td>\n",
       "      <td>69.2303</td>\n",
       "      <td>123.6225</td>\n",
       "      <td>-0.3619</td>\n",
       "      <td>0.1867</td>\n",
       "      <td>5.1031</td>\n",
       "      <td>1.8882</td>\n",
       "      <td>1.6791</td>\n",
       "      <td>-0.6409</td>\n",
       "      <td>60.2877</td>\n",
       "      <td>26.7625</td>\n",
       "      <td>54.1495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>196.0</td>\n",
       "      <td>221.4560</td>\n",
       "      <td>0.4047</td>\n",
       "      <td>68.4478</td>\n",
       "      <td>116.9258</td>\n",
       "      <td>-0.3668</td>\n",
       "      <td>0.1860</td>\n",
       "      <td>5.0872</td>\n",
       "      <td>1.8878</td>\n",
       "      <td>1.6585</td>\n",
       "      <td>-0.6539</td>\n",
       "      <td>61.4914</td>\n",
       "      <td>27.6017</td>\n",
       "      <td>51.9944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>196.5</td>\n",
       "      <td>219.8248</td>\n",
       "      <td>0.4033</td>\n",
       "      <td>67.4843</td>\n",
       "      <td>111.7925</td>\n",
       "      <td>-0.3613</td>\n",
       "      <td>0.1867</td>\n",
       "      <td>5.0881</td>\n",
       "      <td>1.8884</td>\n",
       "      <td>1.6435</td>\n",
       "      <td>-0.6649</td>\n",
       "      <td>62.3711</td>\n",
       "      <td>31.5870</td>\n",
       "      <td>52.9645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>197.0</td>\n",
       "      <td>218.1438</td>\n",
       "      <td>0.4023</td>\n",
       "      <td>66.3013</td>\n",
       "      <td>106.7821</td>\n",
       "      <td>-0.3569</td>\n",
       "      <td>0.1870</td>\n",
       "      <td>5.0972</td>\n",
       "      <td>1.8883</td>\n",
       "      <td>1.6390</td>\n",
       "      <td>-0.6705</td>\n",
       "      <td>62.6343</td>\n",
       "      <td>35.8251</td>\n",
       "      <td>54.9659</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Depth     RxoRt    RLL3       SP      RILD      MN      MI    MCAL    DCAL  \\\n",
       "0  195.0  226.0848  0.4076  69.8953  132.5052 -0.3548  0.1863  5.1090  1.8878   \n",
       "1  195.5  223.5031  0.4063  69.2303  123.6225 -0.3619  0.1867  5.1031  1.8882   \n",
       "2  196.0  221.4560  0.4047  68.4478  116.9258 -0.3668  0.1860  5.0872  1.8878   \n",
       "3  196.5  219.8248  0.4033  67.4843  111.7925 -0.3613  0.1867  5.0881  1.8884   \n",
       "4  197.0  218.1438  0.4023  66.3013  106.7821 -0.3569  0.1870  5.0972  1.8883   \n",
       "\n",
       "     RHOB    RHOC     DPOR     CNLS       GR  \n",
       "0  1.6973 -0.6303  59.2216  30.0657  60.4576  \n",
       "1  1.6791 -0.6409  60.2877  26.7625  54.1495  \n",
       "2  1.6585 -0.6539  61.4914  27.6017  51.9944  \n",
       "3  1.6435 -0.6649  62.3711  31.5870  52.9645  \n",
       "4  1.6390 -0.6705  62.6343  35.8251  54.9659  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.figure(figsize=(4,8))\n",
    "\n",
    "\n",
    "plt.plot(df['SP'],df['Depth'],label='SP')\n",
    "plt.plot(df['GR'],df['Depth'],label='GR')\n",
    "\n",
    "plt.axhspan(3800,4800,alpha=0.2,color='grey',label='Shale Bed')\n",
    "\n",
    "\n",
    "plt.legend(loc ='upper right')\n",
    "\n",
    "# plt.axhspan(1500,2500,alpha=0.2,color='gold')\n",
    "\n",
    "plt.ylim(5000,0)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "grmax = max(df['GR'])\n",
    "grmin = min(df['GR'])\n",
    "\n",
    "# Gr = s*GRmax + (1-s)*GRmin\n",
    "# s = (GR - GRMin)/(Grmax - Grmin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Vsh'] = (df['GR'] - grmin)/(grmax - grmin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.figure(figsize=(4,8))\n",
    "\n",
    "\n",
    "# plt.plot(df['SP'],df['Depth'],label='SP')\n",
    "plt.plot(df['GR'],df['Depth'],label='GR',alpha=0.2)\n",
    "plt.plot(df['Vsh']*100,df['Depth'],label='Vsh')\n",
    "\n",
    "\n",
    "plt.legend(loc ='upper right')\n",
    "\n",
    "# plt.axhspan(1500,2500,alpha=0.2,color='gold')\n",
    "\n",
    "plt.ylim(5000,0)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fig , ax = plt.subplots(nrows = 1 , ncols = 3,sharey=True)\n",
    "# fig.set_figheight(10)\n",
    "# fig.set_figwidth(15)\n",
    "\n",
    "# ax[0].plot( df['SP'], df['Depth'])\n",
    "# ax[0].grid()\n",
    "# ax[0].set_ylim(5000,0)\n",
    "# ax[0].set_title('SP Log')\n",
    "# plt.grid()\n",
    "\n",
    "# ax[0].plot( df['GR'], df['Depth'])\n",
    "# ax[0].set_ylim(5000,0)\n",
    "# ax[0].set_title('GR Log')\n",
    "# plt.grid()\n",
    "\n",
    "# plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.figure(figsize=(4,16))\n",
    "\n",
    "\n",
    "plt.plot(df['DPOR'],df['Depth'],label='Density Porosity')\n",
    "plt.plot(df['CNLS'],df['Depth'],label='Neutron Porosity')\n",
    "\n",
    "# plt.axhspan(3800,4800,alpha=0.2,color='grey',label='Shale Bed')\n",
    "\n",
    "\n",
    "plt.legend(loc ='upper right')\n",
    "\n",
    "# plt.axhspan(1500,2500,alpha=0.2,color='gold')\n",
    "\n",
    "plt.ylim(5000,0)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.figure(figsize=(4,16))\n",
    "\n",
    "\n",
    "plt.plot(df['RHOB'],df['Depth'],label='Density Porosity')\n",
    "# plt.plot(df['CNLS'],df['Depth'],label='Neutron Porosity')\n",
    "\n",
    "# plt.axhspan(3800,4800,alpha=0.2,color='grey',label='Shale Bed')\n",
    "\n",
    "\n",
    "plt.legend(loc ='upper right')\n",
    "\n",
    "# plt.axhspan(1500,2500,alpha=0.2,color='gold')\n",
    "\n",
    "plt.ylim(5000,0)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(10,16))\n",
    "fig, ax = plt.subplots(nrows= 1, ncols = 3)\n",
    "\n",
    "ax[0].plot(df['GR'],df['Depth'])\n",
    "ax[0].plot(df['SP'],df['Depth'])\n",
    "ax[0].grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.figure(figsize=(4,16))\n",
    "\n",
    "\n",
    "plt.plot(np.log(df['GR']),df['Depth'],label='Density Porosity')\n",
    "plt.plot(df['DCAL'],df['Depth'],label='Caliper Log')\n",
    "\n",
    "# plt.plot(df['CNLS'],df['Depth'],label='Neutron Porosity')\n",
    "\n",
    "# plt.axhspan(3800,4800,alpha=0.2,color='grey',label='Shale Bed')\n",
    "\n",
    "\n",
    "plt.legend(loc ='upper right')\n",
    "\n",
    "# plt.axhspan(1500,2500,alpha=0.2,color='gold')\n",
    "\n",
    "plt.ylim(5000,0)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(10,16))\n",
    "fig, ax = plt.subplots(nrows= 1, ncols = 4,sharey=True)\n",
    "# fig.set_figsize = (12,12)\n",
    "fig.set_figheight(15)\n",
    "fig.set_figwidth(15)\n",
    "\n",
    "ax[0].plot(df['DCAL'],df['Depth'],label='Caliper')\n",
    "# ax[0].plot(df['SP'],df['Depth'])\n",
    "ax[0].set_ylim(5000,0)\n",
    "ax[0].set_title('Caliper Log')\n",
    "ax[0].axhspan(3500,5000,color='red',alpha=0.3,label='Wash-Out')\n",
    "ax[0].legend()\n",
    "ax[0].grid()\n",
    "\n",
    "\n",
    "ax[1].plot(df['SP'],df['Depth'],label='SP')\n",
    "ax[1].plot(df['GR'],df['Depth'],label='GR')\n",
    "ax[1].legend(loc='upper center')\n",
    "ax[1].set_title('Lithology Logs')\n",
    "ax[1].axhspan(3500,5000,color='gold',alpha=0.3)\n",
    "ax[1].grid()\n",
    "\n",
    "\n",
    "ax[2].plot(np.log(df['RILD']),df['Depth'],label='RILD')\n",
    "ax[2].plot(np.log(df['RLL3']),df['Depth'],label='RLL3')\n",
    "ax[2].legend(loc='upper center')\n",
    "ax[2].set_title('Resistivity Logs')\n",
    "ax[2].axhspan(3500,5000,color='gold',alpha=0.3)\n",
    "ax[2].axhspan(1500,2500,color='green',alpha=0.3)\n",
    "ax[2].grid()\n",
    "\n",
    "\n",
    "\n",
    "ax[3].plot(df['DPOR'],df['Depth'],label='DPOR',color='red')\n",
    "ax[3].plot(df['CNLS'],df['Depth'],label='CNLS',color='purple')\n",
    "ax[3].legend(loc='upper center')\n",
    "ax[3].set_title('Porosity Logs')\n",
    "ax[3].axhspan(3500,5000,color='black',alpha=0.1)\n",
    "ax[3].axhspan(1500,2500,color='green',alpha=0.3)\n",
    "ax[3].axhspan(2500,3500,color='orange',alpha=0.6)\n",
    "# ax[3].set_xl\n",
    "ax[3].grid()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
